1

Image Input

19

Conv 512 3 × 3 × 256 filters

37

ReLU + 50% dropout

2

Conv 64 3 × 3 × 3 filters

20

ReLU

39

Conv 5 1 × 1 filters

3

ReLU

21

Conv 512 3 × 3 × 512 filters

40

Transposed Conv 5 4 × 4 × 5

4

Conv 64 3 × 3 × 64 filters

22

ReLU

41

Addition

5

ReLU + max pool 2 × 2

23

Conv 512 3 × 3 × 512 filters

42

Transposed Conv 5 4 × 4 × 5

7

Conv 128 3 × 3 × 64 filters

24

ReLU + max pool 2 × 2

43

Addition

8

ReLU

26

Conv 512 3 × 3 × 512 filters

44

Transposed Conv 5 16 × 16 × 5

9

Conv 128 3 × 3 × 128 filters

27

ReLU

45

Crop 2D

10

ReLU + max pool 2 × 2

28

Conv 512 3 × 3 × 512 filters

46

Softmax

12

Conv 256 3 × 3 × 128 filters

29

ReLU

47

Pixel Classification Layer

13

ReLU

30

Conv 512 3 × 3 × 512 filters

48

Conv 5 1 × 1 filters

14

Conv 256 3 × 3 × 256 filters

31

ReLU + max pool 2 × 2

49

Crop 2D

15

ReLU

33

Conv 4096 7 × 7 × 512 filters

50

Conv 5 1 × 1 filters

16

Conv 256 3 × 3 × 256 filters

34

ReLU + 50% dropout

51

Crop 2D

17

ReLU + max pool 2 × 2

36

Conv 4096 1 × 1 × 4096 filters